Personal profile

Research Interests

Explainable AI, scalable probabilistic inference and learning, probabilistic programming, statistical relational learning, commonsence reasoning, automated planning, and unifying logic and probability more generally.

Qualifications

2012, PhD, RWTH Aachen University.
2008, MS, University of Trento.
2008, MS, RWTH Aachen University.

Biography

Vaishak Belle is a Chancellor's Fellow at the University of Edinburgh. He is affiliated with the School of Informatics and CISA. He was previously at KU Leuven (Belgium), University of Toronto (Canada), Aachen University of Technology (Germany) and University of Trento (Italy). 

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Collaborations and top research areas from the last five years

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  • An algebraic framework for hierarchical probabilistic abstraction

    Upreti, N. & Belle, V., 21 Nov 2025, (E-pub ahead of print) Proceedings of the 4th International Joint Conference on Learning and Reasoning. Dai, W.-Z. (ed.). Cham, Switzerland: Springer, p. 129-146 18 p. (Lecture Notes in Computer Science; vol. 16059).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Open Access
    File
  • Language-agnostic semantics for implicit learning as reasoning: Extended abstract

    Belle, V., 21 Nov 2025, (E-pub ahead of print) Proceedings of the 4th International Joint Conference on Learning and Reasoning. Dai, W.-Z. (ed.). Cham, Switzerland: Springer, p. 218-227 10 p. (Lecture Notes in Computer Science; vol. 16059).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Open Access
    File
  • MisCC: Misinformation detection on counterfactual claims

    Li, X., Belle, V. & Ross, B., 21 Nov 2025, (E-pub ahead of print) Proceedings of the 4th International Joint Conference on Learning and Reasoning. Dai, W.-Z. (ed.). Cham, Switzerland: Springer, p. 253-267 15 p. (Lecture Notes in Computer Science; vol. 16059).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Open Access
    File
  • Reasoning about neural network perception in the situation calculus

    Belle, V. & Liu, D., 21 Nov 2025, (E-pub ahead of print) Proceedings of the 4th International Joint Conference on Learning and Reasoning. Dai, W.-Z. (ed.). Cham, Switzerland: Springer, p. 228-237 10 p. (Lecture Notes in Computer Science; vol. 16059).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Open Access
    File
  • The future is neuro-symbolic: Where has it been, and where is it going?

    Belle, V. & Marcus, G., 26 Oct 2025, (Accepted/In press) Proceedings of the 40th AAAI Conference on Artificial Intelligence. AAAI Press, p. 1-8 8 p. (Proceedings of the AAAI Conference on Artificial Intelligence).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution